{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# feature extractoring and preprocessing data\n",
    "import librosa\n",
    "import librosa.display\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from PIL import Image\n",
    "from pathlib import Path\n",
    "import csv\n",
    "# Preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder, StandardScaler\n",
    "#Reports\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Energy')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sr=16000\n",
    "n_mels = 64\n",
    "cmap = plt.get_cmap('gray')\n",
    "\n",
    "e_file = 'train_audio/aldfly/XC134874.mp3'#XC167210.mp3 XC124067.mp3\n",
    "\n",
    "y, sr = librosa.load(e_file, mono=True, sr=sr)#duration=5\n",
    "y = librosa.util.normalize(y, axis=0)\n",
    "D = np.abs(librosa.stft(y, n_fft=int(0.040*sr),\n",
    "                                hop_length=int(0.020*sr),\n",
    "                                window='hann'))**2\n",
    "S = librosa.feature.melspectrogram(S=D,sr=sr, n_mels=64)\n",
    "plt.figure(figsize=(16,16))\n",
    "sub = plt.subplot(3,1,1)\n",
    "librosa.display.waveplot(y,sr=sr, x_axis='time')\n",
    "sub.set_title('Wave')\n",
    "sub2 = plt.subplot(3,1,2)\n",
    "librosa.display.specshow(librosa.power_to_db(S,ref=np.max),\n",
    "                                 y_axis='mel', fmax=8000,\n",
    "                                 x_axis='time',\n",
    "                                 cmap = cmap)\n",
    "sub2.set_title('Log-melspectogram')\n",
    "sub3 = plt.subplot(3,1,3)\n",
    "rms = librosa.feature.rms(y=y,frame_length=1024, hop_length=512)\n",
    "plt.semilogy(rms.T)\n",
    "sub3.set_title('Energy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1a2eb1bc50>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sr=16000\n",
    "n_mels = 64\n",
    "\n",
    "def max_5s(file, sr):\n",
    "    #open file\n",
    "    y, sr = librosa.load(file, mono=True, sr=sr)\n",
    "    y = librosa.util.normalize(y, axis=0)\n",
    "    # if audio < 5s, append and cut\n",
    "    if len(y) < 5*sr:\n",
    "        for i in range(int(0.5+5*sr/len(y))):\n",
    "            y = np.append(y,y)\n",
    "        return y[:5*sr] #nothing more to do\n",
    "    # get max energy point\n",
    "    rms = librosa.feature.rms(y=y,frame_length=1024, hop_length=512)\n",
    "    me = np.argmax(rms)*512\n",
    "    # Check bounds (for audios >= 5s only)\n",
    "    if me > 2.5*sr:\n",
    "        if len(y) < me+2.5*sr: # check for upper bound\n",
    "            y5 = y[int(me-2.5*sr):int(me+2.5*sr)] #2.5 seg before and 2.5 after\n",
    "        else:\n",
    "            y5 = y[len(y)-5*sr:len(y)] # get the last 5 s\n",
    "    else:\n",
    "        y5 = y[:5*sr] # get the first 5 s\n",
    "    return y5\n",
    "\n",
    "y = max_5s(e_file, sr)\n",
    "librosa.display.waveplot(y,sr=sr, x_axis='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 21375 entries, 0 to 21374\n",
      "Data columns (total 35 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   rating            21375 non-null  float64\n",
      " 1   playback_used     19575 non-null  object \n",
      " 2   ebird_code        21375 non-null  object \n",
      " 3   channels          21375 non-null  object \n",
      " 4   date              21375 non-null  object \n",
      " 5   pitch             21375 non-null  object \n",
      " 6   duration          21375 non-null  int64  \n",
      " 7   filename          21375 non-null  object \n",
      " 8   speed             21375 non-null  object \n",
      " 9   species           21375 non-null  object \n",
      " 10  number_of_notes   21375 non-null  object \n",
      " 11  title             21375 non-null  object \n",
      " 12  secondary_labels  21375 non-null  object \n",
      " 13  bird_seen         19575 non-null  object \n",
      " 14  sci_name          21375 non-null  object \n",
      " 15  location          21375 non-null  object \n",
      " 16  latitude          21375 non-null  object \n",
      " 17  sampling_rate     21375 non-null  object \n",
      " 18  type              21375 non-null  object \n",
      " 19  elevation         21375 non-null  object \n",
      " 20  description       15176 non-null  object \n",
      " 21  bitrate_of_mp3    21367 non-null  object \n",
      " 22  file_type         21375 non-null  object \n",
      " 23  volume            21375 non-null  object \n",
      " 24  background        8300 non-null   object \n",
      " 25  xc_id             21375 non-null  int64  \n",
      " 26  url               21375 non-null  object \n",
      " 27  country           21375 non-null  object \n",
      " 28  author            21375 non-null  object \n",
      " 29  primary_label     21375 non-null  object \n",
      " 30  longitude         21375 non-null  object \n",
      " 31  length            21375 non-null  object \n",
      " 32  time              21375 non-null  object \n",
      " 33  recordist         21375 non-null  object \n",
      " 34  license           21375 non-null  object \n",
      "dtypes: float64(1), int64(2), object(32)\n",
      "memory usage: 5.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('train.csv')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2497\n"
     ]
    }
   ],
   "source": [
    "# Selecting high-rated sound only\n",
    "dff = df[df['rating'] > 4.0]\n",
    "# Selecting shorter files only, less data to process\n",
    "dff = dff[dff['duration'] < 20]\n",
    "print(len(dff))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1781\n"
     ]
    }
   ],
   "source": [
    "# Selecting birds with more than 10 examples left\n",
    "dfc = dff.groupby('ebird_code')['ebird_code'].count()\n",
    "dff = dff[~dff['ebird_code'].isin(dfc[dfc.values < 10].index)]\n",
    "print(len(dff))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11070fdd0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Not all classes may be represented according to filtering\n",
    "# Several classes decreased a lot\n",
    "dfc = dff.groupby('ebird_code')['ebird_code'].count()\n",
    "plt.figure(figsize=(16,8))\n",
    "dfc.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_path = Path('train_audio')\n",
    "\n",
    "sound_categories = dff['ebird_code'].unique()\n",
    "\n",
    "audios = []\n",
    "Y = []\n",
    "Y_classes = []\n",
    "label = 0\n",
    "for category_name in sound_categories:\n",
    "    #Walk through the dataframe filename values\n",
    "    l_files = dff[dff['ebird_code'] == category_name]['filename'].values\n",
    "    for file_name in l_files:\n",
    "        try:\n",
    "            sound_path = audio_path/category_name/file_name\n",
    "            y = max_5s(sound_path, sr)\n",
    "            mfcc = librosa.feature.mfcc(y=y, sr=sr, n_mfcc=n_mels)\n",
    "            to_append = ''\n",
    "            for e in mfcc:\n",
    "                to_append += f' {np.mean(e)} {np.std(e)}'\n",
    "            S = np.fromstring(to_append, dtype=float, sep=\" \")\n",
    "            audios.append(S)\n",
    "            Y.append(label)\n",
    "            Y_classes.append(category_name)\n",
    "        except:\n",
    "            print(sound_path)\n",
    "            pass\n",
    "    label +=1\n",
    "    if label == 20:\n",
    "        break\n",
    "X = np.array(audios)\n",
    "Y = np.array(Y)\n",
    "num_classes = len(sound_categories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(261, 128)\n",
      "(66, 128)\n"
     ]
    }
   ],
   "source": [
    "perc_test = 0.2\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=perc_test)\n",
    "print(x_train.shape)\n",
    "print(x_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
